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Online Algorithms for Multiclass Classification Using Partial Labels

In this paper, we propose online algorithms for multiclass classification using partial labels. We propose two variants of Perceptron called Avg Perceptron and Max Perceptron to deal with the partially labeled data. We also propose Avg Pegasos and Max Pegasos, which are extensions of the Pegasos alg...

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Detalhes bibliográficos
Publicado no:Advances in Knowledge Discovery and Data Mining
Main Authors: Bhattacharjee, Rajarshi, Manwani, Naresh
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7206293/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-47426-3_20
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